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Compared to pure cross sectional data, panel data is not only richer in information, but also more importantly in reducing the inconsistency of TE estimation.
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Such segmentations would improve the calculation of various clinical measures by reducing the inconsistencies and variability between clinicians while simultaneously reducing the time for clinician interaction.
If CR is higher than 0.1, it is recommended to revise the comparisons in order to reduce the inconsistency.
The initialization of the initial weights of RBM2 by the unlabeled features improves the learning of the RBM2 by achieving global minima with small set of training data, and this reduces the inconsistency in the results.
For example, in (Shepperd and MacDonell 2012) the authors proposed a framework for evaluating prediction systems to reduce the inconsistency amongst validation study results and provide a more formal foundation to interpret results on continuous prediction systems.
Also unlike our previous work in which only one group of human trafficking related advertisements were passed to two experts for validation, here in order to reduce the inconsistency, two control groups of advertisements those of interest to law enforcement and those of not are sent to only one expert for verification.
DOI: http://dx.doi.org/10.7554/eLife.11182.003 To reduce the inconsistency in image comparison, we explored a modification of the masked classification approach.
Warm colors on the off-diagonal of the plot indicate that a detachment of the component meta-analysis with design d (shown in the columns) reduces the inconsistency at design d' (shown in the rows).
Since a totally different technology is used for ChIP-chip data, in order to reduce the inconsistency caused by the technology itself, we further examined only ChIP-seq and ChIP-PET data to reproduce the network.
Domain scores were initially calculated as the mean of the standardized factor weighted item scores, to both account for differing item reliabilities and reduce the inconsistency due to differing numbers of items and response options across domains.
We did a network meta-analysis of closed loop plain balloons, drug coated balloons, and drug eluting stents (13 trials; 2417 patients) to reduce the inconsistency arising from indirect evidence.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com